Waze analysis with ydata

Dataset statistics

Number of variables	12
Number of observations	14999
Missing cells	700
Missing cells (%)	0.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.7 MiB
Average record size in memory	191.0 B

Variable types

Categorical	2
Numeric	10

Alerts

`activity_days` is highly overall correlated with `driving_days`	High correlation
`driven_km_drives` is highly overall correlated with `duration_minutes_drives`	High correlation
`drives` is highly overall correlated with `sessions` and 1 other fields	High correlation
`driving_days` is highly overall correlated with `activity_days`	High correlation
`duration_minutes_drives` is highly overall correlated with `driven_km_drives`	High correlation
`sessions` is highly overall correlated with `drives` and 1 other fields	High correlation
`total_sessions` is highly overall correlated with `drives` and 1 other fields	High correlation
`label` has 700 (4.7%) missing values	Missing
`total_sessions` has unique values	Unique
`driven_km_drives` has unique values	Unique
`duration_minutes_drives` has unique values	Unique
`total_navigations_fav1` has 3113 (20.8%) zeros	Zeros
`total_navigations_fav2` has 6105 (40.7%) zeros	Zeros
`activity_days` has 243 (1.6%) zeros	Zeros
`driving_days` has 1024 (6.8%) zeros	Zeros

Reproduction

Analysis started	2026-02-08 20:23:10.165556
Analysis finished	2026-02-08 20:23:20.973060
Duration	10.81 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

label
Categorical

Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	700
Missing (%)	4.7%
Memory size	831.9 KiB

retained	11763
churned	2536

Length

Max length	8
Median length	8
Mean length	7.8226449
Min length	7

Characters and Unicode

Total characters	111856
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	retained
2nd row	retained
3rd row	retained
4th row	retained
5th row	retained

Common Values

Value	Count	Frequency (%)
retained	11763	78.4%
churned	2536	16.9%
(Missing)	700	4.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
retained	11763	82.3%
churned	2536	17.7%

Most occurring characters

Value	Count	Frequency (%)
e	26062	23.3%
r	14299	12.8%
n	14299	12.8%
d	14299	12.8%
a	11763	10.5%
t	11763	10.5%
i	11763	10.5%
c	2536	2.3%
h	2536	2.3%
u	2536	2.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	111856	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	26062	23.3%
r	14299	12.8%
n	14299	12.8%
d	14299	12.8%
a	11763	10.5%
t	11763	10.5%
i	11763	10.5%
c	2536	2.3%
h	2536	2.3%
u	2536	2.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	111856	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	26062	23.3%
r	14299	12.8%
n	14299	12.8%
d	14299	12.8%
a	11763	10.5%
t	11763	10.5%
i	11763	10.5%
c	2536	2.3%
h	2536	2.3%
u	2536	2.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	111856	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	26062	23.3%
r	14299	12.8%
n	14299	12.8%
d	14299	12.8%
a	11763	10.5%
t	11763	10.5%
i	11763	10.5%
c	2536	2.3%
h	2536	2.3%
u	2536	2.3%

sessions
Real number (ℝ)

High correlation

Distinct	469
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80.633776

Minimum	0
Maximum	743
Zeros	105
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	23
median	56
Q3	112
95-th percentile	243
Maximum	743
Range	743
Interquartile range (IQR)	89

Descriptive statistics

Standard deviation	80.699065
Coefficient of variation (CV)	1.0008097
Kurtosis	5.9183196
Mean	80.633776
Median Absolute Deviation (MAD)	39
Skewness	2.0100244
Sum	1209426
Variance	6512.3391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	191	1.3%
3	186	1.2%
8	186	1.2%
2	179	1.2%
13	175	1.2%
7	172	1.1%
9	170	1.1%
5	168	1.1%
6	167	1.1%
20	162	1.1%
Other values (459)	13243	88.3%

Value	Count	Frequency (%)
0	105	0.7%
1	162	1.1%
2	179	1.2%
3	186	1.2%
4	191	1.3%
5	168	1.1%
6	167	1.1%
7	172	1.1%
8	186	1.2%
9	170	1.1%

Value	Count	Frequency (%)
743	1	< 0.1%
725	1	< 0.1%
693	1	< 0.1%
690	1	< 0.1%
671	2	< 0.1%
657	1	< 0.1%
627	1	< 0.1%
625	1	< 0.1%
608	1	< 0.1%
607	1	< 0.1%

drives
Real number (ℝ)

High correlation

Distinct	401
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.281152

Minimum	0
Maximum	596
Zeros	106
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	20
median	48
Q3	93
95-th percentile	201
Maximum	596
Range	596
Interquartile range (IQR)	73

Descriptive statistics

Standard deviation	65.913872
Coefficient of variation (CV)	0.97967812
Kurtosis	5.6551845
Mean	67.281152
Median Absolute Deviation (MAD)	32
Skewness	1.9707988
Sum	1009150
Variance	4344.6386
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	212	1.4%
4	211	1.4%
8	203	1.4%
3	201	1.3%
2	198	1.3%
10	194	1.3%
11	191	1.3%
16	184	1.2%
17	184	1.2%
5	183	1.2%
Other values (391)	13038	86.9%

Value	Count	Frequency (%)
0	106	0.7%
1	172	1.1%
2	198	1.3%
3	201	1.3%
4	211	1.4%
5	183	1.2%
6	178	1.2%
7	212	1.4%
8	203	1.4%
9	169	1.1%

Value	Count	Frequency (%)
596	1	< 0.1%
582	1	< 0.1%
563	1	< 0.1%
552	1	< 0.1%
546	1	< 0.1%
538	1	< 0.1%
529	1	< 0.1%
514	1	< 0.1%
506	1	< 0.1%
501	1	< 0.1%

total_sessions
Real number (ℝ)

High correlation Unique

Distinct	14999
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	189.96445

Minimum	0.22021094
Maximum	1216.1546
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	0.22021094
5-th percentile	34.011886
Q1	90.661156
median	159.56811
Q3	254.19234
95-th percentile	454.3632
Maximum	1216.1546
Range	1215.9344
Interquartile range (IQR)	163.53118

Descriptive statistics

Standard deviation	136.40513
Coefficient of variation (CV)	0.71805609
Kurtosis	3.3355973
Mean	189.96445
Median Absolute Deviation (MAD)	77.738681
Skewness	1.4915302
Sum	2849276.7
Variance	18606.359
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
353.4197971	1	< 0.1%
296.7482729	1	< 0.1%
326.8965962	1	< 0.1%
135.5229263	1	< 0.1%
67.58922127	1	< 0.1%
168.2470201	1	< 0.1%
279.5444373	1	< 0.1%
46.4716114	1	< 0.1%
53.73682971	1	< 0.1%
175.1498487	1	< 0.1%
Other values (14989)	14989	99.9%

Value	Count	Frequency (%)
0.2202109438	1	< 0.1%
0.6533227391	1	< 0.1%
1.200659743	1	< 0.1%
1.362128827	1	< 0.1%
2.894851785	1	< 0.1%
3.110213383	1	< 0.1%
3.206452971	1	< 0.1%
3.274785093	1	< 0.1%
3.392876302	1	< 0.1%
3.487589936	1	< 0.1%

Value	Count	Frequency (%)
1216.154633	1	< 0.1%
1155.993315	1	< 0.1%
1117.893821	1	< 0.1%
1076.879741	1	< 0.1%
1051.883733	1	< 0.1%
996.1507166	1	< 0.1%
983.2919143	1	< 0.1%
962.4015057	1	< 0.1%
945.7910856	1	< 0.1%
933.892523	1	< 0.1%

n_days_after_onboarding
Real number (ℝ)

Distinct	3441
Distinct (%)	22.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1749.8378

Minimum	4
Maximum	3500
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	4
5-th percentile	175.9
Q1	878
median	1741
Q3	2623.5
95-th percentile	3314
Maximum	3500
Range	3496
Interquartile range (IQR)	1745.5

Descriptive statistics

Standard deviation	1008.5139
Coefficient of variation (CV)	0.57634707
Kurtosis	-1.2006952
Mean	1749.8378
Median Absolute Deviation (MAD)	872
Skewness	0.0019725005
Sum	26245817
Variance	1017100.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27	13	0.1%
3084	13	0.1%
692	13	0.1%
3235	13	0.1%
1901	12	0.1%
2127	12	0.1%
648	11	0.1%
2412	11	0.1%
2122	11	0.1%
1404	11	0.1%
Other values (3431)	14879	99.2%

Value	Count	Frequency (%)
4	1	< 0.1%
6	1	< 0.1%
7	2	< 0.1%
8	3	< 0.1%
9	2	< 0.1%
10	4	< 0.1%
11	2	< 0.1%
13	3	< 0.1%
14	1	< 0.1%
15	7	< 0.1%

Value	Count	Frequency (%)
3500	4	< 0.1%
3498	7	< 0.1%
3497	3	< 0.1%
3496	6	< 0.1%
3495	6	< 0.1%
3494	5	< 0.1%
3493	2	< 0.1%
3492	3	< 0.1%
3491	5	< 0.1%
3490	3	< 0.1%

total_navigations_fav1
Real number (ℝ)

Zeros

Distinct	730
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	121.60597

Minimum	0
Maximum	1236
Zeros	3113
Zeros (%)	20.8%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9
median	71
Q3	178
95-th percentile	424
Maximum	1236
Range	1236
Interquartile range (IQR)	169

Descriptive statistics

Standard deviation	148.12154
Coefficient of variation (CV)	1.218045
Kurtosis	5.2030052
Mean	121.60597
Median Absolute Deviation (MAD)	71
Skewness	1.9766807
Sum	1823968
Variance	21939.992
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3113	20.8%
27	91	0.6%
6	84	0.6%
13	82	0.5%
16	80	0.5%
2	79	0.5%
3	78	0.5%
7	77	0.5%
18	77	0.5%
19	76	0.5%
Other values (720)	11162	74.4%

Value	Count	Frequency (%)
0	3113	20.8%
1	74	0.5%
2	79	0.5%
3	78	0.5%
4	71	0.5%
5	75	0.5%
6	84	0.6%
7	77	0.5%
8	56	0.4%
9	69	0.5%

Value	Count	Frequency (%)
1236	1	< 0.1%
1182	1	< 0.1%
1170	1	< 0.1%
1160	1	< 0.1%
1158	1	< 0.1%
1153	1	< 0.1%
1104	1	< 0.1%
1096	1	< 0.1%
1085	1	< 0.1%
1077	1	< 0.1%

total_navigations_fav2
Real number (ℝ)

Zeros

Distinct	287
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.672512

Minimum	0
Maximum	415
Zeros	6105
Zeros (%)	40.7%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	9
Q3	43
95-th percentile	124
Maximum	415
Range	415
Interquartile range (IQR)	43

Descriptive statistics

Standard deviation	45.394651
Coefficient of variation (CV)	1.5298554
Kurtosis	7.8213232
Mean	29.672512
Median Absolute Deviation (MAD)	9
Skewness	2.4181758
Sum	445058
Variance	2060.6743
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6105	40.7%
2	197	1.3%
4	175	1.2%
1	166	1.1%
3	165	1.1%
5	163	1.1%
7	159	1.1%
9	157	1.0%
6	154	1.0%
11	153	1.0%
Other values (277)	7405	49.4%

Value	Count	Frequency (%)
0	6105	40.7%
1	166	1.1%
2	197	1.3%
3	165	1.1%
4	175	1.2%
5	163	1.1%
6	154	1.0%
7	159	1.1%
8	134	0.9%
9	157	1.0%

Value	Count	Frequency (%)
415	1	< 0.1%
396	1	< 0.1%
394	1	< 0.1%
375	1	< 0.1%
358	1	< 0.1%
356	1	< 0.1%
355	1	< 0.1%
354	1	< 0.1%
352	1	< 0.1%
344	1	< 0.1%

driven_km_drives
Real number (ℝ)

High correlation Unique

Distinct	14999
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4039.3409

Minimum	60.44125
Maximum	21183.402
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	60.44125
5-th percentile	1054.4338
Q1	2212.6006
median	3493.8581
Q3	5289.8613
95-th percentile	8889.7942
Maximum	21183.402
Range	21122.961
Interquartile range (IQR)	3077.2607

Descriptive statistics

Standard deviation	2502.1493
Coefficient of variation (CV)	0.61944495
Kurtosis	2.3511147
Mean	4039.3409
Median Absolute Deviation (MAD)	1451.3832
Skewness	1.3012261
Sum	60586074
Variance	6260751.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6030.498773	1	< 0.1%
2628.845068	1	< 0.1%
13715.92055	1	< 0.1%
3059.148818	1	< 0.1%
913.5911231	1	< 0.1%
3950.202008	1	< 0.1%
901.2386985	1	< 0.1%
8092.458082	1	< 0.1%
3134.000748	1	< 0.1%
2593.630089	1	< 0.1%
Other values (14989)	14989	99.9%

Value	Count	Frequency (%)
60.44125046	1	< 0.1%
159.4440546	1	< 0.1%
167.5053199	1	< 0.1%
178.2323133	1	< 0.1%
179.5619961	1	< 0.1%
190.0302916	1	< 0.1%
195.9965346	1	< 0.1%
199.5870852	1	< 0.1%
205.6118612	1	< 0.1%
208.7703655	1	< 0.1%

Value	Count	Frequency (%)
21183.40189	1	< 0.1%
20108.36412	1	< 0.1%
19214.47511	1	< 0.1%
19157.58838	1	< 0.1%
18129.92771	1	< 0.1%
18127.04715	1	< 0.1%
17921.81606	1	< 0.1%
17611.93216	1	< 0.1%
16611.73902	1	< 0.1%
16480.93908	1	< 0.1%

duration_minutes_drives
Real number (ℝ)

High correlation Unique

Distinct	14999
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1860.976

Minimum	18.282082
Maximum	15851.727
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	18.282082
5-th percentile	319.39336
Q1	835.99626
median	1478.2499
Q3	2464.3626
95-th percentile	4668.8993
Maximum	15851.727
Range	15833.445
Interquartile range (IQR)	1628.3664

Descriptive statistics

Standard deviation	1446.7023
Coefficient of variation (CV)	0.777389
Kurtosis	4.7214293
Mean	1860.976
Median Absolute Deviation (MAD)	751.70161
Skewness	1.7660189
Sum	27912779
Variance	2092947.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3042.436423	1	< 0.1%
1985.775061	1	< 0.1%
3160.472914	1	< 0.1%
1610.735904	1	< 0.1%
587.1965423	1	< 0.1%
1219.555924	1	< 0.1%
439.1013973	1	< 0.1%
5303.678823	1	< 0.1%
753.5886023	1	< 0.1%
1581.093136	1	< 0.1%
Other values (14989)	14989	99.9%

Value	Count	Frequency (%)
18.28208247	1	< 0.1%
23.02268479	1	< 0.1%
23.22270707	1	< 0.1%
24.46671745	1	< 0.1%
29.49831738	1	< 0.1%
32.22927341	1	< 0.1%
33.91135074	1	< 0.1%
34.30748147	1	< 0.1%
35.03370569	1	< 0.1%
35.73686778	1	< 0.1%

Value	Count	Frequency (%)
15851.72716	1	< 0.1%
11328.67878	1	< 0.1%
11230.89332	1	< 0.1%
11228.80454	1	< 0.1%
10972.76217	1	< 0.1%
10796.53436	1	< 0.1%
10726.96811	1	< 0.1%
10348.40878	1	< 0.1%
10340.79441	1	< 0.1%
10318.97414	1	< 0.1%

activity_days
Real number (ℝ)

High correlation Zeros

Distinct	32
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.537102

Minimum	0
Maximum	31
Zeros	243
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	8
median	16
Q3	23
95-th percentile	29
Maximum	31
Range	31
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	9.0046554
Coefficient of variation (CV)	0.57955821
Kurtosis	-1.2032636
Mean	15.537102
Median Absolute Deviation (MAD)	8
Skewness	-0.0077143675
Sum	233041
Variance	81.083818
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
17	546	3.6%
21	525	3.5%
29	525	3.5%
28	522	3.5%
1	510	3.4%
5	506	3.4%
24	499	3.3%
7	493	3.3%
10	492	3.3%
2	491	3.3%
Other values (22)	9890	65.9%

Value	Count	Frequency (%)
0	243	1.6%
1	510	3.4%
2	491	3.3%
3	474	3.2%
4	461	3.1%
5	506	3.4%
6	483	3.2%
7	493	3.3%
8	486	3.2%
9	458	3.1%

Value	Count	Frequency (%)
31	246	1.6%
30	479	3.2%
29	525	3.5%
28	522	3.5%
27	460	3.1%
26	473	3.2%
25	478	3.2%
24	499	3.3%
23	456	3.0%
22	469	3.1%

driving_days
Real number (ℝ)

High correlation Zeros

Distinct	31
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.179879

Minimum	0
Maximum	30
Zeros	1024
Zeros (%)	6.8%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	12
Q3	19
95-th percentile	25
Maximum	30
Range	30
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	7.8240361
Coefficient of variation (CV)	0.6423739
Kurtosis	-1.0807976
Mean	12.179879
Median Absolute Deviation (MAD)	7
Skewness	0.097109286
Sum	182686
Variance	61.215541
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	1024	6.8%
17	615	4.1%
19	608	4.1%
18	601	4.0%
16	598	4.0%
10	596	4.0%
3	583	3.9%
14	580	3.9%
2	577	3.8%
11	577	3.8%
Other values (21)	8640	57.6%

Value	Count	Frequency (%)
0	1024	6.8%
1	548	3.7%
2	577	3.8%
3	583	3.9%
4	495	3.3%
5	561	3.7%
6	570	3.8%
7	534	3.6%
8	574	3.8%
9	555	3.7%

Value	Count	Frequency (%)
30	12	0.1%
29	48	0.3%
28	111	0.7%
27	169	1.1%
26	229	1.5%
25	290	1.9%
24	365	2.4%
23	407	2.7%
22	484	3.2%
21	508	3.4%

device
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	810.9 KiB

iPhone	9672
Android	5327

Length

Max length	7
Median length	6
Mean length	6.355157
Min length	6

Characters and Unicode

Total characters	95321
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Android
2nd row	iPhone
3rd row	Android
4th row	iPhone
5th row	Android

Common Values

Value	Count	Frequency (%)
iPhone	9672	64.5%
Android	5327	35.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
iphone	9672	64.5%
android	5327	35.5%

Most occurring characters

Value	Count	Frequency (%)
i	14999	15.7%
n	14999	15.7%
o	14999	15.7%
d	10654	11.2%
h	9672	10.1%
P	9672	10.1%
e	9672	10.1%
A	5327	5.6%
r	5327	5.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	95321	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	14999	15.7%
n	14999	15.7%
o	14999	15.7%
d	10654	11.2%
h	9672	10.1%
P	9672	10.1%
e	9672	10.1%
A	5327	5.6%
r	5327	5.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	95321	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	14999	15.7%
n	14999	15.7%
o	14999	15.7%
d	10654	11.2%
h	9672	10.1%
P	9672	10.1%
e	9672	10.1%
A	5327	5.6%
r	5327	5.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	95321	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	14999	15.7%
n	14999	15.7%
o	14999	15.7%
d	10654	11.2%
h	9672	10.1%
P	9672	10.1%
e	9672	10.1%
A	5327	5.6%
r	5327	5.6%

	activity_days	device	driven_km_drives	drives	driving_days	duration_minutes_drives	label	n_days_after_onboarding	sessions	total_navigations_fav1	total_navigations_fav2	total_sessions
activity_days	1.000	0.000	-0.009	0.023	0.950	-0.008	0.313	-0.010	0.024	0.013	-0.005	0.016
device	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
driven_km_drives	-0.009	0.000	1.000	0.005	-0.011	0.681	0.024	-0.003	0.005	-0.009	0.010	0.004
drives	0.023	0.000	0.005	1.000	0.017	-0.001	0.044	0.001	0.998	0.009	0.009	0.581
driving_days	0.950	0.000	-0.011	0.017	1.000	-0.009	0.301	-0.008	0.018	0.012	0.001	0.013
duration_minutes_drives	-0.008	0.000	0.681	-0.001	-0.009	1.000	0.033	-0.009	-0.002	-0.001	0.002	0.003
label	0.313	0.000	0.024	0.044	0.301	0.033	1.000	0.128	0.041	0.057	0.039	0.032
n_days_after_onboarding	-0.010	0.000	-0.003	0.001	-0.008	-0.009	0.128	1.000	0.001	0.002	-0.007	0.006
sessions	0.024	0.000	0.005	0.998	0.018	-0.002	0.041	0.001	1.000	0.011	0.009	0.583
total_navigations_fav1	0.013	0.000	-0.009	0.009	0.012	-0.001	0.057	0.002	0.011	1.000	0.003	0.001
total_navigations_fav2	-0.005	0.000	0.010	0.009	0.001	0.002	0.039	-0.007	0.009	0.003	1.000	0.006
total_sessions	0.016	0.000	0.004	0.581	0.013	0.003	0.032	0.006	0.583	0.001	0.006	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	label	sessions	drives	total_sessions	n_days_after_onboarding	total_navigations_fav1	total_navigations_fav2	driven_km_drives	duration_minutes_drives	activity_days	driving_days	device
0	retained	283	226	296.748273	2276	208	0	2628.845068	1985.775061	28	19	Android
1	retained	133	107	326.896596	1225	19	64	13715.920550	3160.472914	13	11	iPhone
2	retained	114	95	135.522926	2651	0	0	3059.148818	1610.735904	14	8	Android
3	retained	49	40	67.589221	15	322	7	913.591123	587.196542	7	3	iPhone
4	retained	84	68	168.247020	1562	166	5	3950.202008	1219.555924	27	18	Android
5	retained	113	103	279.544437	2637	0	0	901.238699	439.101397	15	11	iPhone
6	retained	3	2	236.725314	360	185	18	5249.172828	726.577205	28	23	iPhone
7	retained	39	35	176.072845	2999	0	0	7892.052468	2466.981741	22	20	iPhone
8	retained	57	46	183.532018	424	0	26	2651.709764	1594.342984	25	20	Android
9	churned	84	68	244.802115	2997	72	0	6043.460295	2341.838528	7	3	iPhone

	label	sessions	drives	total_sessions	n_days_after_onboarding	total_navigations_fav1	total_navigations_fav2	driven_km_drives	duration_minutes_drives	activity_days	driving_days	device
14989	retained	6	6	153.373616	2988	371	24	1553.284152	833.421155	23	20	iPhone
14990	churned	73	61	329.904300	614	60	46	6090.450154	3323.880771	0	0	Android
14991	churned	50	41	102.444592	1463	0	121	4094.536313	2201.984210	4	2	iPhone
14992	retained	112	90	267.040136	1283	14	0	1525.932143	1116.650478	5	5	iPhone
14993	NaN	67	57	97.570074	1131	207	102	2267.052913	318.120634	27	26	iPhone
14994	retained	60	55	207.875622	140	317	0	2890.496901	2186.155708	25	17	iPhone
14995	retained	42	35	187.670313	2505	15	10	4062.575194	1208.583193	25	20	Android
14996	retained	273	219	422.017241	1873	17	0	3097.825028	1031.278706	18	17	iPhone
14997	churned	149	120	180.524184	3150	45	0	4051.758549	254.187763	6	6	iPhone
14998	retained	73	58	353.419797	3383	13	51	6030.498773	3042.436423	14	13	iPhone

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample